


<!DOCTYPE html>
<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
<!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]-->
<head>
  <meta charset="utf-8">
  
  <meta name="viewport" content="width=device-width, initial-scale=1.0">
  
  <title>Index &mdash; UCTB  documentation</title>
  

  
  

  

  
  
    

  

  
  
    <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
  

  

  
        <link rel="index" title="Index"
              href="#"/>
        <link rel="search" title="Search" href="search.html"/>
    <link rel="top" title="UCTB  documentation" href="index.html"/> 

  
  <script src="_static/js/modernizr.min.js"></script>

</head>

<body class="wy-body-for-nav" role="document">

   
  <div class="wy-grid-for-nav">

    
    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
      <div class="wy-side-scroll">
        <div class="wy-side-nav-search">
          

          
            <a href="index.html" class="icon icon-home"> UCTB
          

          
          </a>

          
            
            
          

          
<div role="search">
  <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
    <input type="text" name="q" placeholder="Search docs" />
    <input type="hidden" name="check_keywords" value="yes" />
    <input type="hidden" name="area" value="default" />
  </form>
</div>

          
        </div>

        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
          
            
            
                <ul>
<li class="toctree-l1"><a class="reference internal" href="md_file/introduction.html">1. Introduction</a></li>
<li class="toctree-l1"><a class="reference internal" href="md_file/installation.html">2. Installation</a></li>
<li class="toctree-l1"><a class="reference internal" href="md_file/quickstart.html">3. Quick start</a></li>
<li class="toctree-l1"><a class="reference internal" href="md_file/tutorial.html">4. Tutorial</a></li>
<li class="toctree-l1"><a class="reference internal" href="APIReference.html">5. API Reference</a></li>
<li class="toctree-l1"><a class="reference internal" href="md_file/all_results.html">6. Results on different datasets</a></li>
<li class="toctree-l1"><a class="reference internal" href="md_file/uctb_group.html">7. About us (UCTB Group)</a></li>
</ul>

            
          
        </div>
      </div>
    </nav>

    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">

      
      <nav class="wy-nav-top" role="navigation" aria-label="top navigation">
        
          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
          <a href="index.html">UCTB</a>
        
      </nav>


      
      <div class="wy-nav-content">
        <div class="rst-content">
          













<div role="navigation" aria-label="breadcrumbs navigation">
  <ul class="wy-breadcrumbs">
    
      <li><a href="index.html">Docs</a> &raquo;</li>
        
      <li>Index</li>
    
    
      <li class="wy-breadcrumbs-aside">
        
            
        
      </li>
    
  </ul>
  <hr/>
</div>
          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
           <div itemprop="articleBody">
            

<h1 id="index">Index</h1>

<div class="genindex-jumpbox">
 <a href="#_"><strong>_</strong></a>
 | <a href="#A"><strong>A</strong></a>
 | <a href="#B"><strong>B</strong></a>
 | <a href="#C"><strong>C</strong></a>
 | <a href="#D"><strong>D</strong></a>
 | <a href="#E"><strong>E</strong></a>
 | <a href="#F"><strong>F</strong></a>
 | <a href="#G"><strong>G</strong></a>
 | <a href="#H"><strong>H</strong></a>
 | <a href="#I"><strong>I</strong></a>
 | <a href="#L"><strong>L</strong></a>
 | <a href="#M"><strong>M</strong></a>
 | <a href="#N"><strong>N</strong></a>
 | <a href="#O"><strong>O</strong></a>
 | <a href="#P"><strong>P</strong></a>
 | <a href="#R"><strong>R</strong></a>
 | <a href="#S"><strong>S</strong></a>
 | <a href="#T"><strong>T</strong></a>
 | <a href="#U"><strong>U</strong></a>
 | <a href="#X"><strong>X</strong></a>
 
</div>
<h2 id="_">_</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.train.html#UCTB.train.EarlyStopping.EarlyStopping.__best">__best (UCTB.train.EarlyStopping.EarlyStopping attribute)</a>

      <ul>
        <li><a href="UCTB.train.html#UCTB.train.EarlyStopping.EarlyStoppingTTest.__best">(UCTB.train.EarlyStopping.EarlyStoppingTTest attribute)</a>
</li>
      </ul></li>
      <li><a href="UCTB.train.html#UCTB.train.EarlyStopping.EarlyStopping.__p">__p (UCTB.train.EarlyStopping.EarlyStopping attribute)</a>
</li>
      <li><a href="UCTB.train.html#UCTB.train.EarlyStopping.EarlyStoppingTTest.__p_value_threshold">__p_value_threshold (UCTB.train.EarlyStopping.EarlyStoppingTTest attribute)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.train.html#UCTB.train.EarlyStopping.EarlyStopping.__patience">__patience (UCTB.train.EarlyStopping.EarlyStopping attribute)</a>
</li>
      <li><a href="UCTB.train.html#UCTB.train.EarlyStopping.EarlyStopping.__record_list">__record_list (UCTB.train.EarlyStopping.EarlyStopping attribute)</a>

      <ul>
        <li><a href="UCTB.train.html#UCTB.train.EarlyStopping.EarlyStoppingTTest.__record_list">(UCTB.train.EarlyStopping.EarlyStoppingTTest attribute)</a>
</li>
      </ul></li>
      <li><a href="UCTB.train.html#UCTB.train.EarlyStopping.EarlyStoppingTTest.__test_length">__test_length (UCTB.train.EarlyStopping.EarlyStoppingTTest attribute)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="A">A</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.GraphModelLayers.GAL.add_ga_layer_matrix">add_ga_layer_matrix() (UCTB.model_unit.GraphModelLayers.GAL static method)</a>
</li>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.GraphModelLayers.GCL.add_gc_layer">add_gc_layer() (UCTB.model_unit.GraphModelLayers.GCL static method)</a>
</li>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.GraphModelLayers.GCL.add_multi_gc_layers">add_multi_gc_layers() (UCTB.model_unit.GraphModelLayers.GCL static method)</a>
</li>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.GraphModelLayers.GAL.add_residual_ga_layer">add_residual_ga_layer() (UCTB.model_unit.GraphModelLayers.GAL static method)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model.html#UCTB.model.ARIMA.ARIMA.adf_test">adf_test() (UCTB.model.ARIMA.ARIMA static method)</a>
</li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.GraphGenerator.GraphGenerator.adjacent_to_laplacian">adjacent_to_laplacian() (UCTB.preprocess.GraphGenerator.GraphGenerator static method)</a>
</li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.GraphGenerator.GraphGenerator.AM">AM (UCTB.preprocess.GraphGenerator.GraphGenerator attribute)</a>
</li>
      <li><a href="UCTB.model.html#UCTB.model.ARIMA.ARIMA">ARIMA (class in UCTB.model.ARIMA)</a>
</li>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.GraphModelLayers.GAL.attention_merge_weight">attention_merge_weight() (UCTB.model_unit.GraphModelLayers.GAL static method)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="B">B</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.BaseModel.BaseModel">BaseModel (class in UCTB.model_unit.BaseModel)</a>
</li>
      <li><a href="UCTB.model.html#UCTB.model.DCRNN.DCRNN.build">build() (UCTB.model.DCRNN.DCRNN method)</a>

      <ul>
        <li><a href="UCTB.model.html#UCTB.model.DeepST.DeepST.build">(UCTB.model.DeepST.DeepST method)</a>
</li>
        <li><a href="UCTB.model.html#UCTB.model.GeoMAN.GeoMAN.build">(UCTB.model.GeoMAN.GeoMAN method)</a>
</li>
        <li><a href="UCTB.model.html#UCTB.model.ST_MGCN.ST_MGCN.build">(UCTB.model.ST_MGCN.ST_MGCN method)</a>
</li>
        <li><a href="UCTB.model.html#UCTB.model.ST_ResNet.ST_ResNet.build">(UCTB.model.ST_ResNet.ST_ResNet method)</a>
</li>
        <li><a href="UCTB.model.html#UCTB.model.STMeta.STMeta.build">(UCTB.model.STMeta.STMeta method)</a>
</li>
        <li><a href="UCTB.model_unit.html#UCTB.model_unit.BaseModel.BaseModel.build">(UCTB.model_unit.BaseModel.BaseModel method)</a>
</li>
      </ul></li>
  </ul></td>
</tr></table>

<h2 id="C">C</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.DCRNN_CELL.DCGRUCell.call">call() (UCTB.model_unit.DCRNN_CELL.DCGRUCell method)</a>

      <ul>
        <li><a href="UCTB.model_unit.html#UCTB.model_unit.ST_RNN.GCLSTMCell.call">(UCTB.model_unit.ST_RNN.GCLSTMCell method)</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.BaseModel.BaseModel.close">close() (UCTB.model_unit.BaseModel.BaseModel method)</a>
</li>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.DCRNN_CELL.DCGRUCell.compute_output_shape">compute_output_shape() (UCTB.model_unit.DCRNN_CELL.DCGRUCell method)</a>
</li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.GraphGenerator.GraphGenerator.correlation_adjacent">correlation_adjacent() (UCTB.preprocess.GraphGenerator.GraphGenerator static method)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="D">D</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.dataset.html#UCTB.dataset.data_loader.NodeTrafficLoader.daily_slots">daily_slots (UCTB.dataset.data_loader.NodeTrafficLoader attribute)</a>
</li>
      <li><a href="UCTB.dataset.html#UCTB.dataset.dataset.DataSet.data">data (UCTB.dataset.dataset.DataSet attribute)</a>
</li>
      <li><a href="UCTB.dataset.html#UCTB.dataset.dataset.DataSet">DataSet (class in UCTB.dataset.dataset)</a>
</li>
      <li><a href="UCTB.dataset.html#UCTB.dataset.data_loader.NodeTrafficLoader.dataset">dataset (UCTB.dataset.data_loader.NodeTrafficLoader attribute)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.DCRNN_CELL.DCGRUCell">DCGRUCell (class in UCTB.model_unit.DCRNN_CELL)</a>
</li>
      <li><a href="UCTB.model.html#UCTB.model.DCRNN.DCRNN">DCRNN (class in UCTB.model.DCRNN)</a>
</li>
      <li><a href="UCTB.model.html#UCTB.model.DeepST.DeepST">DeepST (class in UCTB.model.DeepST)</a>
</li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.GraphGenerator.GraphGenerator.distance_adjacent">distance_adjacent() (UCTB.preprocess.GraphGenerator.GraphGenerator method)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="E">E</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.train.html#UCTB.train.EarlyStopping.EarlyStopping">EarlyStopping (class in UCTB.train.EarlyStopping)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.train.html#UCTB.train.EarlyStopping.EarlyStoppingTTest">EarlyStoppingTTest (class in UCTB.train.EarlyStopping)</a>
</li>
      <li><a href="UCTB.dataset.html#UCTB.dataset.data_loader.NodeTrafficLoader.external_dim">external_dim (UCTB.dataset.data_loader.NodeTrafficLoader attribute)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="F">F</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model.html#UCTB.model.XGBoost.XGBoost.fit">fit() (UCTB.model.XGBoost.XGBoost method)</a>

      <ul>
        <li><a href="UCTB.model_unit.html#UCTB.model_unit.BaseModel.BaseModel.fit">(UCTB.model_unit.BaseModel.BaseModel method)</a>
</li>
      </ul></li>
  </ul></td>
</tr></table>

<h2 id="G">G</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.GraphModelLayers.GAL">GAL (class in UCTB.model_unit.GraphModelLayers)</a>
</li>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.GraphModelLayers.GCL">GCL (class in UCTB.model_unit.GraphModelLayers)</a>
</li>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.ST_RNN.GCLSTMCell">GCLSTMCell (class in UCTB.model_unit.ST_RNN)</a>
</li>
      <li><a href="UCTB.model.html#UCTB.model.GeoMAN.GeoMAN">GeoMAN (class in UCTB.model.GeoMAN)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.train.html#UCTB.train.MiniBatchTrain.MiniBatchFeedDict.get_batch">get_batch() (UCTB.train.MiniBatchTrain.MiniBatchFeedDict method)</a>

      <ul>
        <li><a href="UCTB.train.html#UCTB.train.MiniBatchTrain.MiniBatchTrain.get_batch">(UCTB.train.MiniBatchTrain.MiniBatchTrain method)</a>
</li>
        <li><a href="UCTB.train.html#UCTB.train.MiniBatchTrain.MiniBatchTrainMultiData.get_batch">(UCTB.train.MiniBatchTrain.MiniBatchTrainMultiData method)</a>
</li>
      </ul></li>
      <li><a href="UCTB.model.html#UCTB.model.ARIMA.ARIMA.get_order">get_order() (UCTB.model.ARIMA.ARIMA method)</a>
</li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.GraphGenerator.GraphGenerator">GraphGenerator (class in UCTB.preprocess.GraphGenerator)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="H">H</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.GraphGenerator.GraphGenerator.haversine">haversine() (UCTB.preprocess.GraphGenerator.GraphGenerator static method)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model.html#UCTB.model.HM.HM">HM (class in UCTB.model.HM)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="I">I</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model.html#UCTB.model.GeoMAN.input_transform">input_transform() (in module UCTB.model.GeoMAN)</a>
</li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.GraphGenerator.GraphGenerator.interaction_adjacent">interaction_adjacent() (UCTB.preprocess.GraphGenerator.GraphGenerator static method)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.time_utils.is_valid_date">is_valid_date() (in module UCTB.preprocess.time_utils)</a>
</li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.time_utils.is_work_day_america">is_work_day_america() (in module UCTB.preprocess.time_utils)</a>
</li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.time_utils.is_work_day_china">is_work_day_china() (in module UCTB.preprocess.time_utils)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="L">L</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.GraphGenerator.GraphGenerator.LM">LM (UCTB.preprocess.GraphGenerator.GraphGenerator attribute)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.BaseModel.BaseModel.load">load() (UCTB.model_unit.BaseModel.BaseModel method)</a>
</li>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.BaseModel.BaseModel.load_event_scalar">load_event_scalar() (UCTB.model_unit.BaseModel.BaseModel method)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="M">M</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.dataset.html#UCTB.dataset.data_loader.NodeTrafficLoader.make_concat">make_concat() (UCTB.dataset.data_loader.NodeTrafficLoader method)</a>
</li>
      <li><a href="UCTB.evaluation.html#UCTB.evaluation.metric.mape">mape() (in module UCTB.evaluation.metric)</a>
</li>
      <li><a href="UCTB.dataset.html#UCTB.dataset.dataset.DataSet.merge_data">merge_data() (UCTB.dataset.dataset.DataSet method)</a>
</li>
      <li><a href="UCTB.dataset.html#UCTB.dataset.dataset.DataSet.MergeIndex">MergeIndex (UCTB.dataset.dataset.DataSet attribute)</a>
</li>
      <li><a href="UCTB.dataset.html#UCTB.dataset.dataset.DataSet.MergeWay">MergeWay (UCTB.dataset.dataset.DataSet attribute)</a>
</li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.preprocessor.Normalizer.min_max_denormal">min_max_denormal() (UCTB.preprocess.preprocessor.Normalizer method)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.preprocessor.Normalizer.min_max_normal">min_max_normal() (UCTB.preprocess.preprocessor.Normalizer method)</a>
</li>
      <li><a href="UCTB.train.html#UCTB.train.MiniBatchTrain.MiniBatchFeedDict">MiniBatchFeedDict (class in UCTB.train.MiniBatchTrain)</a>
</li>
      <li><a href="UCTB.train.html#UCTB.train.MiniBatchTrain.MiniBatchTrain">MiniBatchTrain (class in UCTB.train.MiniBatchTrain)</a>
</li>
      <li><a href="UCTB.train.html#UCTB.train.MiniBatchTrain.MiniBatchTrainMultiData">MiniBatchTrainMultiData (class in UCTB.train.MiniBatchTrain)</a>
</li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.preprocessor.ST_MoveSample.move_sample">move_sample() (UCTB.preprocess.preprocessor.ST_MoveSample method)</a>
</li>
      <li><a href="UCTB.utils.html#UCTB.utils.multi_threads.multiple_process">multiple_process() (in module UCTB.utils.multi_threads)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="N">N</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.dataset.html#UCTB.dataset.dataset.DataSet.node_monthly_interaction">node_monthly_interaction (UCTB.dataset.dataset.DataSet attribute)</a>
</li>
      <li><a href="UCTB.dataset.html#UCTB.dataset.dataset.DataSet.node_station_info">node_station_info (UCTB.dataset.dataset.DataSet attribute)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.dataset.html#UCTB.dataset.dataset.DataSet.node_traffic">node_traffic (UCTB.dataset.dataset.DataSet attribute)</a>
</li>
      <li><a href="UCTB.dataset.html#UCTB.dataset.data_loader.NodeTrafficLoader">NodeTrafficLoader (class in UCTB.dataset.data_loader)</a>
</li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.preprocessor.Normalizer">Normalizer (class in UCTB.preprocess.preprocessor)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="O">O</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.DCRNN_CELL.DCGRUCell.output_size">output_size() (UCTB.model_unit.DCRNN_CELL.DCGRUCell property)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="P">P</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model.html#UCTB.model.ARIMA.ARIMA.predict">predict() (UCTB.model.ARIMA.ARIMA method)</a>

      <ul>
        <li><a href="UCTB.model.html#UCTB.model.HM.HM.predict">(UCTB.model.HM.HM method)</a>
</li>
        <li><a href="UCTB.model.html#UCTB.model.XGBoost.XGBoost.predict">(UCTB.model.XGBoost.XGBoost method)</a>
</li>
        <li><a href="UCTB.model_unit.html#UCTB.model_unit.BaseModel.BaseModel.predict">(UCTB.model_unit.BaseModel.BaseModel method)</a>
</li>
      </ul></li>
  </ul></td>
</tr></table>

<h2 id="R">R</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.train.html#UCTB.train.MiniBatchTrain.MiniBatchFeedDict.restart">restart() (UCTB.train.MiniBatchTrain.MiniBatchFeedDict method)</a>

      <ul>
        <li><a href="UCTB.train.html#UCTB.train.MiniBatchTrain.MiniBatchTrain.restart">(UCTB.train.MiniBatchTrain.MiniBatchTrain method)</a>
</li>
        <li><a href="UCTB.train.html#UCTB.train.MiniBatchTrain.MiniBatchTrainMultiData.restart">(UCTB.train.MiniBatchTrain.MiniBatchTrainMultiData method)</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.evaluation.html#UCTB.evaluation.metric.rmse">rmse() (in module UCTB.evaluation.metric)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="S">S</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.BaseModel.BaseModel.save">save() (UCTB.model_unit.BaseModel.BaseModel method)</a>
</li>
      <li><a href="UCTB.train.html#UCTB.train.MiniBatchTrain.MiniBatchFeedDict.shuffle">shuffle() (UCTB.train.MiniBatchTrain.MiniBatchFeedDict static method)</a>

      <ul>
        <li><a href="UCTB.train.html#UCTB.train.MiniBatchTrain.MiniBatchTrain.shuffle">(UCTB.train.MiniBatchTrain.MiniBatchTrain static method)</a>
</li>
        <li><a href="UCTB.train.html#UCTB.train.MiniBatchTrain.MiniBatchTrainMultiData.shuffle">(UCTB.train.MiniBatchTrain.MiniBatchTrainMultiData static method)</a>
</li>
      </ul></li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.preprocessor.SplitData.split_data">split_data() (UCTB.preprocess.preprocessor.SplitData static method)</a>
</li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.preprocessor.SplitData.split_feed_dict">split_feed_dict() (UCTB.preprocess.preprocessor.SplitData static method)</a>
</li>
      <li><a href="UCTB.model.html#UCTB.model.GeoMAN.split_timesteps">split_timesteps() (in module UCTB.model.GeoMAN)</a>
</li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.preprocessor.SplitData">SplitData (class in UCTB.preprocess.preprocessor)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model.html#UCTB.model.ST_MGCN.ST_MGCN">ST_MGCN (class in UCTB.model.ST_MGCN)</a>
</li>
      <li><a href="UCTB.preprocess.html#UCTB.preprocess.preprocessor.ST_MoveSample">ST_MoveSample (class in UCTB.preprocess.preprocessor)</a>
</li>
      <li><a href="UCTB.model.html#UCTB.model.ST_ResNet.ST_ResNet">ST_ResNet (class in UCTB.model.ST_ResNet)</a>
</li>
      <li><a href="UCTB.model_unit.html#UCTB.model_unit.DCRNN_CELL.DCGRUCell.state_size">state_size() (UCTB.model_unit.DCRNN_CELL.DCGRUCell property)</a>
</li>
      <li><a href="UCTB.dataset.html#UCTB.dataset.data_loader.NodeTrafficLoader.station_number">station_number (UCTB.dataset.data_loader.NodeTrafficLoader attribute)</a>
</li>
      <li><a href="UCTB.model.html#UCTB.model.STMeta.STMeta">STMeta (class in UCTB.model.STMeta)</a>
</li>
      <li><a href="UCTB.train.html#UCTB.train.EarlyStopping.EarlyStopping.stop">stop() (UCTB.train.EarlyStopping.EarlyStopping method)</a>

      <ul>
        <li><a href="UCTB.train.html#UCTB.train.EarlyStopping.EarlyStoppingTTest.stop">(UCTB.train.EarlyStopping.EarlyStoppingTTest method)</a>
</li>
      </ul></li>
  </ul></td>
</tr></table>

<h2 id="T">T</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.dataset.html#UCTB.dataset.dataset.DataSet.time_fitness">time_fitness (UCTB.dataset.dataset.DataSet attribute)</a>
</li>
      <li><a href="UCTB.dataset.html#UCTB.dataset.dataset.DataSet.time_range">time_range (UCTB.dataset.dataset.DataSet attribute)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.dataset.html#UCTB.dataset.data_loader.NodeTrafficLoader.train_closeness">train_closeness (UCTB.dataset.data_loader.NodeTrafficLoader attribute)</a>
</li>
      <li><a href="UCTB.dataset.html#UCTB.dataset.data_loader.NodeTrafficLoader.train_y">train_y (UCTB.dataset.data_loader.NodeTrafficLoader attribute)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="U">U</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.html#module-UCTB">UCTB (module)</a>
</li>
      <li><a href="UCTB.dataset.html#module-UCTB.dataset.data_loader">UCTB.dataset.data_loader (module)</a>
</li>
      <li><a href="UCTB.dataset.html#module-UCTB.dataset.dataset">UCTB.dataset.dataset (module)</a>
</li>
      <li><a href="UCTB.evaluation.html#module-UCTB.evaluation.metric">UCTB.evaluation.metric (module)</a>
</li>
      <li><a href="UCTB.model.html#module-UCTB.model.ARIMA">UCTB.model.ARIMA (module)</a>
</li>
      <li><a href="UCTB.model.html#module-UCTB.model.DCRNN">UCTB.model.DCRNN (module)</a>
</li>
      <li><a href="UCTB.model.html#module-UCTB.model.DeepST">UCTB.model.DeepST (module)</a>
</li>
      <li><a href="UCTB.model.html#module-UCTB.model.GeoMAN">UCTB.model.GeoMAN (module)</a>
</li>
      <li><a href="UCTB.model.html#module-UCTB.model.HM">UCTB.model.HM (module)</a>
</li>
      <li><a href="UCTB.model.html#module-UCTB.model.ST_MGCN">UCTB.model.ST_MGCN (module)</a>
</li>
      <li><a href="UCTB.model.html#module-UCTB.model.ST_ResNet">UCTB.model.ST_ResNet (module)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model.html#module-UCTB.model.STMeta">UCTB.model.STMeta (module)</a>
</li>
      <li><a href="UCTB.model.html#module-UCTB.model.XGBoost">UCTB.model.XGBoost (module)</a>
</li>
      <li><a href="UCTB.model_unit.html#module-UCTB.model_unit.BaseModel">UCTB.model_unit.BaseModel (module)</a>
</li>
      <li><a href="UCTB.model_unit.html#module-UCTB.model_unit.DCRNN_CELL">UCTB.model_unit.DCRNN_CELL (module)</a>
</li>
      <li><a href="UCTB.model_unit.html#module-UCTB.model_unit.GraphModelLayers">UCTB.model_unit.GraphModelLayers (module)</a>
</li>
      <li><a href="UCTB.model_unit.html#module-UCTB.model_unit.ST_RNN">UCTB.model_unit.ST_RNN (module)</a>
</li>
      <li><a href="UCTB.preprocess.html#module-UCTB.preprocess.GraphGenerator">UCTB.preprocess.GraphGenerator (module)</a>
</li>
      <li><a href="UCTB.preprocess.html#module-UCTB.preprocess.preprocessor">UCTB.preprocess.preprocessor (module)</a>
</li>
      <li><a href="UCTB.preprocess.html#module-UCTB.preprocess.time_utils">UCTB.preprocess.time_utils (module)</a>
</li>
      <li><a href="UCTB.train.html#module-UCTB.train.EarlyStopping">UCTB.train.EarlyStopping (module)</a>
</li>
      <li><a href="UCTB.train.html#module-UCTB.train.MiniBatchTrain">UCTB.train.MiniBatchTrain (module)</a>
</li>
      <li><a href="UCTB.utils.html#module-UCTB.utils.multi_threads">UCTB.utils.multi_threads (module)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="X">X</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="UCTB.model.html#UCTB.model.XGBoost.XGBoost">XGBoost (class in UCTB.model.XGBoost)</a>
</li>
  </ul></td>
</tr></table>



           </div>
          </div>
          <footer>
  

  <hr/>

  <div role="contentinfo">
    <p>
        &copy; Copyright 2019, UCTB group.

    </p>
  </div>
  Built with <a href="http://sphinx-doc.org/">Sphinx</a>. 

</footer>

        </div>
      </div>

    </section>

  </div>
  


  

    <script type="text/javascript">
        var DOCUMENTATION_OPTIONS = {
            URL_ROOT:'./',
            VERSION:'',
            COLLAPSE_INDEX:false,
            FILE_SUFFIX:'.html',
            HAS_SOURCE: 'true'
        };
    </script>
      <script type="text/javascript" src="_static/jquery.js"></script>
      <script type="text/javascript" src="_static/underscore.js"></script>
      <script type="text/javascript" src="_static/doctools.js"></script>
      <script type="text/javascript" src="_static/language_data.js"></script>

  

  
  
    <script type="text/javascript" src="_static/js/theme.js"></script>
  

  
  
  <script type="text/javascript">
      jQuery(function () {
          SphinxRtdTheme.StickyNav.enable();
      });
  </script>
   

</body>
</html>